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More officers pursue the suspect along nearby railroad tracks.

When police encounter Atencio, he is pointing a gun at his own head. He ignores commands to drop the weapon, and one shot rings out. Police determined that SWAT officer Russ Carter shot and killed the suspect.

Atencio had threatened suicide by cop in the past and had a history of violence, police said. State police are investigating the shooting.